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  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/PacktPublishing/Modern-Computer-Vision-with-PyTorch/blob/master/Chapter09/Semantic_Segmentation_with_U_Net.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5r38dynQvu7D",
        "outputId": "d2c9f2bb-f5b4-4bd3-b5c3-fb0a69af0fb1",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "import os\n",
        "if not os.path.exists('dataset1'):\n",
        "    !wget -q -O dataset1.zip \"https://www.dropbox.com/scl/fi/jv072cyo3y62f6ykw54l8/dataset1.zip?rlkey=mf1tmtrnd6ys7m7oi4ygtcro9&st=vj8bwlik&dl=1\"\n",
        "    !unzip -q dataset1.zip\n",
        "    !rm dataset1.zip\n",
        "    !pip install -q torch_snippets pytorch_model_summary\n",
        "\n",
        "from torch_snippets import *\n",
        "from torchvision import transforms\n",
        "from sklearn.model_selection import train_test_split\n",
        "device = 'cuda' if torch.cuda.is_available() else 'cpu'"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\u001b[K     |████████████████████████████████| 61kB 4.7MB/s \n",
            "\u001b[K     |████████████████████████████████| 36.7MB 82kB/s \n",
            "\u001b[K     |████████████████████████████████| 102kB 13.2MB/s \n",
            "\u001b[?25h  Building wheel for contextvars (setup.py) ... \u001b[?25l\u001b[?25hdone\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NiA-XrIxvxK7"
      },
      "source": [
        "tfms = transforms.Compose([\n",
        "    transforms.ToTensor(),\n",
        "    transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225]) # imagenet\n",
        "])"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0VntXyjtvzY9"
      },
      "source": [
        "class SegData(Dataset):\n",
        "    def __init__(self, split):\n",
        "        self.items = stems(f'dataset1/images_prepped_{split}')\n",
        "        self.split = split\n",
        "    def __len__(self):\n",
        "        return len(self.items)\n",
        "    def __getitem__(self, ix):\n",
        "        image = read(f'dataset1/images_prepped_{self.split}/{self.items[ix]}.png', 1)\n",
        "        image = cv2.resize(image, (224,224))\n",
        "        mask = read(f'dataset1/annotations_prepped_{self.split}/{self.items[ix]}.png')\n",
        "        mask = cv2.resize(mask, (224,224))\n",
        "        return image, mask\n",
        "    def choose(self): return self[randint(len(self))]\n",
        "    def collate_fn(self, batch):\n",
        "        ims, masks = list(zip(*batch))\n",
        "        ims = torch.cat([tfms(im.copy()/255.)[None] for im in ims]).float().to(device)\n",
        "        ce_masks = torch.cat([torch.Tensor(mask[None]) for mask in masks]).long().to(device)\n",
        "        return ims, ce_masks"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GnQ1x5SOwW_n",
        "outputId": "4e4e3dd8-011e-4330-b923-e27aaa068167",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "trn_ds = SegData('train')\n",
        "val_ds = SegData('test')\n",
        "trn_dl = DataLoader(trn_ds, batch_size=4, shuffle=True, collate_fn=trn_ds.collate_fn)\n",
        "val_dl = DataLoader(val_ds, batch_size=1, shuffle=True, collate_fn=val_ds.collate_fn)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "2020-11-07 12:49:50.267 | INFO     | torch_snippets.loader:Glob:181 - 367 files found at dataset1/images_prepped_train\n",
            "2020-11-07 12:49:50.270 | INFO     | torch_snippets.loader:Glob:181 - 101 files found at dataset1/images_prepped_test\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DZAeohNDwXdM",
        "outputId": "67642cbc-c2c3-4220-a938-ec6179c9cbc2",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 303
        }
      },
      "source": [
        "show(trn_ds[10][0])"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 360x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ROi8_8AewZXB"
      },
      "source": [
        "def conv(in_channels, out_channels):\n",
        "    return nn.Sequential(\n",
        "        nn.Conv2d(in_channels, out_channels, kernel_size=3, stride=1, padding=1),\n",
        "        nn.BatchNorm2d(out_channels),\n",
        "        nn.ReLU(inplace=True)\n",
        "    )"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "noHOfSF4wg6m"
      },
      "source": [
        "def up_conv(in_channels, out_channels):\n",
        "    return nn.Sequential(\n",
        "        nn.ConvTranspose2d(in_channels, out_channels, kernel_size=2, stride=2),\n",
        "        nn.ReLU(inplace=True)\n",
        "    )"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vIJ-JtHiwiUu"
      },
      "source": [
        "from torchvision.models import vgg16_bn\n",
        "class UNet(nn.Module):\n",
        "    def __init__(self, pretrained=True, out_channels=12):\n",
        "        super().__init__()\n",
        "\n",
        "        self.encoder = vgg16_bn(pretrained=pretrained).features\n",
        "        self.block1 = nn.Sequential(*self.encoder[:6])\n",
        "        self.block2 = nn.Sequential(*self.encoder[6:13])\n",
        "        self.block3 = nn.Sequential(*self.encoder[13:20])\n",
        "        self.block4 = nn.Sequential(*self.encoder[20:27])\n",
        "        self.block5 = nn.Sequential(*self.encoder[27:34])\n",
        "\n",
        "        self.bottleneck = nn.Sequential(*self.encoder[34:])\n",
        "        self.conv_bottleneck = conv(512, 1024)\n",
        "\n",
        "        self.up_conv6 = up_conv(1024, 512)\n",
        "        self.conv6 = conv(512 + 512, 512)\n",
        "        self.up_conv7 = up_conv(512, 256)\n",
        "        self.conv7 = conv(256 + 512, 256)\n",
        "        self.up_conv8 = up_conv(256, 128)\n",
        "        self.conv8 = conv(128 + 256, 128)\n",
        "        self.up_conv9 = up_conv(128, 64)\n",
        "        self.conv9 = conv(64 + 128, 64)\n",
        "        self.up_conv10 = up_conv(64, 32)\n",
        "        self.conv10 = conv(32 + 64, 32)\n",
        "        self.conv11 = nn.Conv2d(32, out_channels, kernel_size=1)\n",
        "    def forward(self, x):\n",
        "        block1 = self.block1(x)\n",
        "        block2 = self.block2(block1)\n",
        "        block3 = self.block3(block2)\n",
        "        block4 = self.block4(block3)\n",
        "        block5 = self.block5(block4)\n",
        "\n",
        "        bottleneck = self.bottleneck(block5)\n",
        "        x = self.conv_bottleneck(bottleneck)\n",
        "\n",
        "        x = self.up_conv6(x)\n",
        "        x = torch.cat([x, block5], dim=1)\n",
        "        x = self.conv6(x)\n",
        "\n",
        "        x = self.up_conv7(x)\n",
        "        x = torch.cat([x, block4], dim=1)\n",
        "        x = self.conv7(x)\n",
        "\n",
        "        x = self.up_conv8(x)\n",
        "        x = torch.cat([x, block3], dim=1)\n",
        "        x = self.conv8(x)\n",
        "\n",
        "        x = self.up_conv9(x)\n",
        "        x = torch.cat([x, block2], dim=1)\n",
        "        x = self.conv9(x)\n",
        "\n",
        "        x = self.up_conv10(x)\n",
        "        x = torch.cat([x, block1], dim=1)\n",
        "        x = self.conv10(x)\n",
        "\n",
        "        x = self.conv11(x)\n",
        "\n",
        "        return x"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8c-Ztheqwqoi"
      },
      "source": [
        "ce = nn.CrossEntropyLoss()\n",
        "def UnetLoss(preds, targets):\n",
        "    ce_loss = ce(preds, targets)\n",
        "    acc = (torch.max(preds, 1)[1] == targets).float().mean()\n",
        "    return ce_loss, acc"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CzzQfvyrwx6M"
      },
      "source": [
        "def train_batch(model, data, optimizer, criterion):\n",
        "    model.train()\n",
        "    ims, ce_masks = data\n",
        "    _masks = model(ims)\n",
        "    optimizer.zero_grad()\n",
        "    loss, acc = criterion(_masks, ce_masks)\n",
        "    loss.backward()\n",
        "    optimizer.step()\n",
        "    return loss.item(), acc.item()\n",
        "\n",
        "@torch.no_grad()\n",
        "def validate_batch(model, data, criterion):\n",
        "    model.eval()\n",
        "    ims, masks = data\n",
        "    _masks = model(ims)\n",
        "    loss, acc = criterion(_masks, masks)\n",
        "    return loss.item(), acc.item()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wob9T8n7w0Q-",
        "outputId": "658203d6-fdb0-43f3-8148-076003acbac5",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 83,
          "referenced_widgets": [
            "5292c3b952b3466f9c2d05bf97dc3fcc",
            "bd6d2b25f8254a77925ed65471913b48",
            "300e54bb169442a19c843ee9b240ae51",
            "f06a86af1f854643bcc67d7921214717",
            "a25e41d7ae29488788c6c3b1cee7d00e",
            "0431d166f9d946a1a9cb6da37e08e900",
            "433a0a7d7d4b49f9bfcf610c9d0f66ad",
            "b0d5e6d13dd14b02a3e60517301dfeb6"
          ]
        }
      },
      "source": [
        "model = UNet().to(device)\n",
        "criterion = UnetLoss\n",
        "optimizer = optim.Adam(model.parameters(), lr=1e-3)\n",
        "n_epochs = 20"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Downloading: \"https://download.pytorch.org/models/vgg16_bn-6c64b313.pth\" to /root/.cache/torch/hub/checkpoints/vgg16_bn-6c64b313.pth\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "5292c3b952b3466f9c2d05bf97dc3fcc",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0, max=553507836.0), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6OfgZty5w1ie",
        "outputId": "5a5c52da-1287-4f0e-f1a1-4740da8c608a",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "log = Report(n_epochs)\n",
        "for ex in range(n_epochs):\n",
        "    N = len(trn_dl)\n",
        "    for bx, data in enumerate(trn_dl):\n",
        "        loss, acc = train_batch(model, data, optimizer, criterion)\n",
        "        log.record(ex+(bx+1)/N, trn_loss=loss, trn_acc=acc, end='\\r')\n",
        "\n",
        "    N = len(val_dl)\n",
        "    for bx, data in enumerate(val_dl):\n",
        "        loss, acc = validate_batch(model, data, criterion)\n",
        "        log.record(ex+(bx+1)/N, val_loss=loss, val_acc=acc, end='\\r')\n",
        "        \n",
        "    log.report_avgs(ex+1)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "EPOCH: 1.000\ttrn_loss: 1.169\ttrn_acc: 0.737\tval_loss: 0.976\tval_acc: 0.742\t(18.50s - 351.43s remaining)\n",
            "EPOCH: 2.000\ttrn_loss: 0.692\ttrn_acc: 0.827\tval_loss: 0.590\tval_acc: 0.858\t(36.80s - 331.24s remaining)\n",
            "EPOCH: 3.000\ttrn_loss: 0.567\ttrn_acc: 0.851\tval_loss: 0.606\tval_acc: 0.840\t(54.90s - 311.11s remaining)\n",
            "EPOCH: 4.000\ttrn_loss: 0.496\ttrn_acc: 0.866\tval_loss: 0.544\tval_acc: 0.856\t(73.06s - 292.25s remaining)\n",
            "EPOCH: 5.000\ttrn_loss: 0.468\ttrn_acc: 0.872\tval_loss: 0.487\tval_acc: 0.864\t(91.31s - 273.92s remaining)\n",
            "EPOCH: 6.000\ttrn_loss: 0.420\ttrn_acc: 0.883\tval_loss: 0.603\tval_acc: 0.809\t(109.59s - 255.72s remaining)\n",
            "EPOCH: 7.000\ttrn_loss: 0.402\ttrn_acc: 0.887\tval_loss: 0.423\tval_acc: 0.870\t(127.91s - 237.55s remaining)\n",
            "EPOCH: 8.000\ttrn_loss: 0.373\ttrn_acc: 0.894\tval_loss: 0.424\tval_acc: 0.863\t(146.29s - 219.43s remaining)\n",
            "EPOCH: 9.000\ttrn_loss: 0.341\ttrn_acc: 0.902\tval_loss: 0.428\tval_acc: 0.869\t(164.71s - 201.31s remaining)\n",
            "EPOCH: 10.000\ttrn_loss: 0.327\ttrn_acc: 0.907\tval_loss: 0.404\tval_acc: 0.879\t(183.10s - 183.10s remaining)\n",
            "EPOCH: 11.000\ttrn_loss: 0.310\ttrn_acc: 0.913\tval_loss: 0.615\tval_acc: 0.819\t(201.44s - 164.81s remaining)\n",
            "EPOCH: 12.000\ttrn_loss: 0.316\ttrn_acc: 0.910\tval_loss: 0.381\tval_acc: 0.894\t(219.77s - 146.51s remaining)\n",
            "EPOCH: 13.000\ttrn_loss: 0.288\ttrn_acc: 0.919\tval_loss: 0.473\tval_acc: 0.870\t(238.21s - 128.27s remaining)\n",
            "EPOCH: 14.000\ttrn_loss: 0.266\ttrn_acc: 0.925\tval_loss: 0.402\tval_acc: 0.885\t(256.77s - 110.04s remaining)\n",
            "EPOCH: 15.000\ttrn_loss: 0.254\ttrn_acc: 0.928\tval_loss: 0.358\tval_acc: 0.897\t(275.37s - 91.79s remaining)\n",
            "EPOCH: 16.000\ttrn_loss: 0.247\ttrn_acc: 0.930\tval_loss: 0.386\tval_acc: 0.893\t(294.03s - 73.51s remaining)\n",
            "EPOCH: 17.000\ttrn_loss: 0.236\ttrn_acc: 0.933\tval_loss: 0.408\tval_acc: 0.888\t(312.70s - 55.18s remaining)\n",
            "EPOCH: 18.000\ttrn_loss: 0.227\ttrn_acc: 0.936\tval_loss: 0.400\tval_acc: 0.895\t(331.29s - 36.81s remaining)\n",
            "EPOCH: 19.000\ttrn_loss: 0.217\ttrn_acc: 0.938\tval_loss: 0.422\tval_acc: 0.896\t(349.77s - 18.41s remaining)\n",
            "EPOCH: 20.000\ttrn_loss: 0.207\ttrn_acc: 0.941\tval_loss: 0.405\tval_acc: 0.896\t(368.25s - 0.00s remaining)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qO45oGH7w9vr",
        "outputId": "995f5e7c-b75f-4013-f070-6b9207c16949",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 473
        }
      },
      "source": [
        "log.plot_epochs(['trn_loss','val_loss'])"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "  0%|          | 0/20 [00:00<?, ?it/s]/usr/local/lib/python3.6/dist-packages/numpy/core/fromnumeric.py:3335: RuntimeWarning: Mean of empty slice.\n",
            "  out=out, **kwargs)\n",
            "/usr/local/lib/python3.6/dist-packages/numpy/core/_methods.py:161: RuntimeWarning: invalid value encountered in double_scalars\n",
            "  ret = ret.dtype.type(ret / rcount)\n",
            "100%|██████████| 20/20 [00:00<00:00, 1512.44it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2JcqPTizyv5l",
        "outputId": "795a7bf4-4d76-4206-cad0-caffe2f9fe60",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 162
        }
      },
      "source": [
        "im, mask = next(iter(val_dl))\n",
        "_mask = model(im)\n",
        "_, _mask = torch.max(_mask, dim=1)\n",
        "subplots([im[0].permute(1,2,0).detach().cpu()[:,:,0], mask.permute(1,2,0).detach().cpu()[:,:,0]\n",
        ",_mask.permute(1,2,0).detach().cpu()[:,:,0]],\n",
        "nc=3, titles=['Original image','Original mask','Predicted mask'])"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "2020-11-07 13:00:34.595 | INFO     | torch_snippets.loader:subplots:375 - plotting 3 images in a grid of 1x3 @ (5, 5)\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 360x360 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "z5PjwPdcy0we"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}
